Category essay
The proxy problem
Completion, attendance, and confidence are useful administrative signals, but they are not the same as demonstrated capability.
What competency needs
Competency needs evidence from performance, reasoning, transfer, and role-relevant judgment.
How QLM changes the record
QLM connects adaptive assessment and scenario evidence to living skills profiles that can update over time.